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Show Results For
- All HBS Web
(1,332)
- News (138)
- Research (1,089)
- Events (2)
- Multimedia (1)
- Faculty Publications (494)
- September 2020 (Revised July 2022)
- Technical Note
Algorithmic Bias in Marketing
By: Ayelet Israeli and Eva Ascarza
This note focuses on algorithmic bias in marketing. First, it presents a variety of marketing examples in which algorithmic bias may occur. The examples are organized around the 4 P’s of marketing – promotion, price, place and product—characterizing the marketing... View Details
Keywords: Algorithmic Data; Race And Ethnicity; Promotion; ＂Marketing Analytics＂; Marketing And Society; Big Data; Privacy; Data-driven Management; Data Analysis; Data Analytics; E-Commerce Strategy; Discrimination; Targeting; Targeted Advertising; Pricing Algorithms; Ethical Decision Making; Customer Heterogeneity; Marketing; Race; Ethnicity; Gender; Diversity; Prejudice and Bias; Marketing Communications; Analytics and Data Science; Analysis; Decision Making; Ethics; Customer Relationship Management; E-commerce; Retail Industry; Apparel and Accessories Industry; United States
Israeli, Ayelet, and Eva Ascarza. "Algorithmic Bias in Marketing." Harvard Business School Technical Note 521-020, September 2020. (Revised July 2022.)
- fall 1999
- Article
The Evolving Market for Catastrophe Event Risk
By: K. A. Froot
Keywords: Catastrophe Risk; Corporate Finance; Cost Of Capital; Banking And Insurance; Asset Pricing; Hedging; Banking; Decision Choice And Uncertainty; Financial Markets; Insurance; Policy; Risk Management; Natural Disasters; Insurance Industry
Froot, K. A. "The Evolving Market for Catastrophe Event Risk." Risk Management and Insurance Review 2, no. 3 (fall 1999): 1–28. (Reprinted in Risk Management: The State of the Art, edited by S. Figlewski and R. Levich, Kluwer Academic Publishers, 2001.)
- Summer 1998
- Article
A New Approach to Capital Budgeting for Financial Institutions
By: K. A. Froot and J. Stein
Keywords: Catastrophe Risk; Corporate Finance; Cost Of Capital; Banking And Insurance; Asset Pricing; Hedging; Banking; Decision Choice And Uncertainty; Financial Markets; Insurance; Policy; Risk Management; Natural Disasters; Insurance Industry
Froot, K. A., and J. Stein. "A New Approach to Capital Budgeting for Financial Institutions." Bank of America Journal of Applied Corporate Finance 11, no. 2 (Summer 1998): 59–69.
- January 1998
- Article
Risk Management, Capital Budgeting and Capital Structure Policy for Financial Institutions: An Integrated Approach
By: K. A. Froot and J. Stein
Keywords: Catastrophe Risk; Corporate Finance; Cost Of Capital; Banking And Insurance; Asset Pricing; Hedging; Banking; Decision Choice And Uncertainty; Financial Markets; Insurance; Policy; Risk Management; Natural Disasters; Insurance Industry
Froot, K. A., and J. Stein. "Risk Management, Capital Budgeting and Capital Structure Policy for Financial Institutions: An Integrated Approach." Journal of Financial Economics 47, no. 1 (January 1998): 55–82. (Winner of Journal of Financial Economics. Jensen Prize. First Place For the best paper published in the Journal of Financial Economics in the areas of corporate finance and organizations. Revised from NBER Working Paper No. 5403, January 1996 and HBS Working Paper 96-030, December 1995.)
- 2019
- Working Paper
The Wisdom of Crowds in Operations: Forecasting Using Prediction Markets
By: Achal Bassamboo, Ruomeng Cui and Antonio Moreno
Prediction is an important activity in various business processes, but it becomes difficult when historical information is not available, such as forecasting demand of a new product. One approach that can be applied in such situations is to crowdsource opinions from... View Details
Keywords: Wisdom Of Crowds; Demand Forecasting; Price Forecasting; Forecasting and Prediction; Social and Collaborative Networks; Size; Performance
Bassamboo, Achal, Ruomeng Cui, and Antonio Moreno. "The Wisdom of Crowds in Operations: Forecasting Using Prediction Markets." Working Paper, 2019.
- Article
The Market for Catastrophe Risk: A Clinical Examination
By: K. A. Froot
Keywords: Catastrophe Risk; Corporate Finance; Cost Of Capital; Banking And Insurance; Asset Pricing; Hedging; Banking; Insurance; Decision Choice And Uncertainty; Financial Markets; Policy; Risk Management; Natural Disasters; Insurance Industry
Froot, K. A. "The Market for Catastrophe Risk: A Clinical Examination." Journal of Financial Economics 60, nos. 2-3 (May 2001): 529–571. (Revised from NBER Working Paper No. 8110, February 2001. Reprinted in The Economics of Natural Hazards, part of the International Library of Critical Writings in Economics series edited by Mark Blaug, Edward Elgar Publishing Limited, 2003.)
- February 2001
- Article
The Portfolio Flows of International Investors
By: K. A. Froot, P. O'Connell and M. Seasholes
Keywords: Asset Pricing; Equity Investment; Forecasting and Prediction; Behavioral Finance; Stocks; Investment Return; Market Transactions; Performance Expectations; Personal Characteristics; Financial Services Industry
Froot, K. A., P. O'Connell, and M. Seasholes. "The Portfolio Flows of International Investors." Journal of Financial Economics 59, no. 2 (February 2001): 151–193. (Revised from NBER Working Paper No. 6687 and HBS Working No. Paper 99-006, July 1998. Summarized in the NBER Reporter, 2000. Reprinted in International Capital Markets, R. Stulz and A. Karolyi, eds. Edward Elgar Publishing, 2003.)
- August 2018
- Case
Digital Transformation at Brazilian Retailer Magazine Luiza
By: Thales S. Teixeira, Leandro A. Guissoni and Tania Modesto Veludo-de-Oliveira
By late 2017, Brazilian retailer Magazine Luiza's CEO was convinced that the company could significantly grow sales and accomplish its aspirations of digital transformation. What was unclear in his mind was whether he should act as a tech company and grow as fast as... View Details
Keywords: Digital; Ecommerce; Retailing; Brazil; Bricks And Mortar; Pricing; Customer Lifetime Value; Growth and Development Strategy; Internet and the Web; Transformation; Decision Choices and Conditions; Retail Industry; Brazil
Teixeira, Thales S., Leandro A. Guissoni, and Tania Modesto Veludo-de-Oliveira. "Digital Transformation at Brazilian Retailer Magazine Luiza." Harvard Business School Case 519-009, August 2018.
- September 2004
- Article
Decomposing the Persistence of International Equity Flows
By: Kenneth A. Froot and J. Tjornhom Donohue
- Research Summary
Overview
Professor Ferreira's research primarily focuses on how retailers can use algorithms to make better revenue management decisions, including pricing, product display, and assortment planning. In the retail industry, anticipating consumer demand is arguably one of the... View Details
- November 2021
- Article
Ratings, Reviews, and the Marketing of New Products
By: Itay P. Fainmesser, Dominique Olié Lauga and Elie Ofek
We study how user-generated content (UGC) about new products impacts a firm's advertising and pricing decisions and the effect on profits and market dynamics. We construct a two-period model where consumers value quality and are heterogeneous in their taste for the new... View Details
Keywords: Online Reviews; Product Ratings; Social Networks; Word Of Mouth; Pricing; User-generated Content; Advertising; Product Marketing; Price; Consumer Behavior; Product Positioning; Social Media
Fainmesser, Itay P., Dominique Olié Lauga, and Elie Ofek. "Ratings, Reviews, and the Marketing of New Products." Management Science 67, no. 11 (November 2021): 7023–7045.
- Web
Bibliography - Option Pricing in Theory & Practice: The Nobel Prize Research of Robert C. Merton - Exhibits - Historical Collections
HBS Quick Links HBS Home MBA Executive Education Doctoral Programs Faculty and Research Alumni Publishing Site Index HBS Home Contact Us Map/Directions Option Pricing in Theory & Practice: The Nobel Prize Research of Robert C. Merton View... View Details
- June 2014 (Revised October 2015)
- Case
Molycorp: Financing the Production of Rare Earth Minerals (A)
By: Benjamin C. Esty and E. Scott Mayfield
Molycorp, the western hemisphere's only producer of rare earth minerals, was in the middle of a $1 billion capital expenditure project in its effort to become a vertically integrated supplier of rare earth minerals, oxides, and metals. Yet it had just reported lower... View Details
Keywords: Convertible Debt; Uncertainty; Competition; Startup; China; Supply ＆ Demand; Growth; Rare Earth Minerals; Discounted Cash Flows; Mining; Payoff Diagrams; Option Pricing; Capital Budgeting; Capital Structure; Cash Flow; Financial Strategy; Market Entry and Exit; Vertical Integration; Valuation; Metals and Minerals; Mining Industry; Industrial Products Industry; Canada; California
Esty, Benjamin C., and E. Scott Mayfield. "Molycorp: Financing the Production of Rare Earth Minerals (A)." Harvard Business School Case 214-054, June 2014. (Revised October 2015.)
- October 2015
- Teaching Note
Molycorp: Financing the Production of Rare Earth Minerals (A)
By: Benjamin C. Esty and E. Scott Mayfield
Molycorp, the western hemisphere's only producer of rare earth minerals, was in the middle of a $1 billion capital expenditure project in its effort to become a vertically integrated supplier of rare earth minerals, oxides, and metals. Yet it had just reported lower... View Details
Keywords: Convertible Debt; Uncertainty; Competition; Startup; China; Supply ＆ Demand; Growth; Rare Earth Minerals; Discounted Cash Flows; Mining; Payoff Diagrams; Option Pricing; Capital Budgeting; Capital Structure; Cash Flow; Financial Strategy; Market Entry and Exit; Vertical Integration; Valuation; Metals and Minerals; Mining Industry; Industrial Products Industry; Canada; California
- April 2010
- Supplement
Metabical: Pricing, Packaging, and Demand Forecasting Recommendations for a New Weight Loss Drug, Faculty Spreadsheet (Brief Case)
By: John A. Quelch and Heather Beckham
- April 2010
- Teaching Note
Metabical: Pricing, Packaging, and Demand Forecasting Recommendations for a New Weight Loss Drug (Brief Case)
By: John A. Quelch and Heather Beckham
Teaching Note to 4183 View Details
- April 2010
- Supplement
Metabical: Pricing, Packaging, and Demand Forecasting Recommendations for a New Weight Loss Drug, Spreadsheet Supplement (Brief Case)
By: John A. Quelch and Heather Beckham
- February 2017 (Revised June 2017)
- Case
ExxonMobil: Business as Usual? (A)
By: George Serafeim, Shiva Rajgopal and David Freiberg
Climate change was becoming an important societal and business issue as more governments were introducing climate change related regulations and investors became increasibly worried about stranded assets within oil and gas firms. In September 2016, the U.S. Securities... View Details
Keywords: Oil ＆ Gas; Oil Prices; Oil Companies; Asset Impairment; Predictive Analytics; Sustainability; Environmental Impact; Innovation; Disclosure; Accounting; Valuation; Climate Change; Renewable Energy; Environmental Sustainability; Financial Reporting; Energy Industry
Serafeim, George, Shiva Rajgopal, and David Freiberg. "ExxonMobil: Business as Usual? (A)." Harvard Business School Case 117-046, February 2017. (Revised June 2017.)
- September 2020 (Revised June 2023)
- Exercise
Artea: Designing Targeting Strategies
By: Eva Ascarza and Ayelet Israeli
This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details
Keywords: Algorithmic Data; Race And Ethnicity; Experimentation; Promotion; ＂Marketing Analytics＂; Marketing And Society; Big Data; Privacy; Data-driven Management; Data Analytics; Data Analysis; E-Commerce Strategy; Discrimination; Targeted Advertising; Targeted Policies; Targeting; Pricing Algorithms; A/B Testing; Ethical Decision Making; Customer Base Analysis; Customer Heterogeneity; Coupons; Algorithmic Bias; Marketing; Race; Gender; Diversity; Customer Relationship Management; Marketing Communications; Advertising; Decision Making; Ethics; E-commerce; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; United States
Ascarza, Eva, and Ayelet Israeli. "Artea: Designing Targeting Strategies." Harvard Business School Exercise 521-021, September 2020. (Revised June 2023.)
- December 1993
- Article
Risk Management: Coordinating Corporate Investment and Financing Policies
By: K. A. Froot, David S. Scharfstein and J. Stein
Keywords: Catastrophe Risk; Corporate Finance; Banking And Insurance; Hedging; Banking; Decision Choice And Uncertainty; Financial Markets; Insurance; Policy; Risk Management; Natural Disasters; Cost of Capital; Asset Pricing; Insurance Industry
Froot, K. A., David S. Scharfstein, and J. Stein. "Risk Management: Coordinating Corporate Investment and Financing Policies." Journal of Finance 48, no. 5 (December 1993): 1629–1658. (Revised from NBER Working Paper No. 4084, February 1993. Reprinted in RAE-Revista de Administração de Empresas, Management Journal of Fundação Getulio Vargas (FGV-EAESP), Business School for Administration in Sao Paulo, Brazil, volume no. 48, issue no. 1 (January-March 2008): 87-118. Reprinted in Insurance and Risk Management, Volume II, Corporate Risk Management, Part I: Theory on Why and How Firms Manage Risk, Chapter 3, edited by Gregory R. Niehaus, UK: Edward Elgar Publishing Ltd. (October 2008). Also in M.J. Brennan, The Theory of Corporate Finance from The International Library of Critical Writings in Financial Economics, edited by R. Roll, 1995; and in Merton Miller and Chris Culp, eds. Corporate Hedging in Theory and Practice: Lessons from Metallgesellschaft, Risk Books, 1999.)